{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from vis.utils import utils\n",
    "from vis.utils.vggnet import VGG16\n",
    "from vis.visualization import visualize_class_activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_2 (InputLayer)         (None, 224, 224, 3)       0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "predictions (Dense)          (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Model loaded.\n"
     ]
    }
   ],
   "source": [
    "# Build the VGG16 network with ImageNet weights\n",
    "model = VGG16(weights='imagenet', include_top=True)\n",
    "model.summary()\n",
    "print('Model loaded.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The name of the layer we want to visualize\n",
    "layer_name = 'predictions'\n",
    "layer_idx = [idx for idx, layer in enumerate(model.layers) if layer.name == layer_name][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handlers could be found for logger \"vis.utils.utils\"\n"
     ]
    }
   ],
   "source": [
    "# Generate three different images of the same output index.\n",
    "vis_images = []\n",
    "for idx in [20, 20, 20]:\n",
    "    img = visualize_class_activation(model, layer_idx, filter_indices=idx, max_iter=500)\n",
    "    img = utils.draw_text(img, str(idx))\n",
    "    vis_images.append(img)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AbxsxJWJQ1rpyEw/cnQf9fmM9CX7uJN8wOdHNOd6A1oVOx0vmcmlYBPXIUi80q1QaW13Z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\nwUkS4uZlYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11278ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stitched = utils.stitch_images(vis_images)    \n",
    "plt.axis('off')\n",
    "plt.imshow(stitched)\n",
    "plt.title(layer_name)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "layer_name = 'block3_conv1'\n",
    "layer_idx = [idx for idx, layer in enumerate(model.layers) if layer.name == layer_name][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qU+9P21Az1poIzfTdGS1+Tp/s8+FDMQLhk//6t4b2NrPOc2Z5ZyVdFjwrQxTy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QBWxIL3Va4iJ93cPPAf/s//FYD//r/593hdUo9u+v3yQDQIw/A+ZWXK+hn6aLh9JnLU+u7DMNcY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\nTKerPrBkquzPzGgX/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Yz56oz4AjPSu5G2pHFPH1g04u3A56BdJ3MOMTuIzG6012SmqAgs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114a8cc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate three different images of the same output index.\n",
    "vis_images = []\n",
    "for idx in [20, 20, 20]:\n",
    "    img = visualize_class_activation(model, layer_idx, filter_indices=idx, max_iter=500)\n",
    "    img = utils.draw_text(img, str(idx))\n",
    "    vis_images.append(img)\n",
    "    \n",
    "stitched = utils.stitch_images(vis_images)    \n",
    "plt.axis('off')\n",
    "plt.imshow(stitched)\n",
    "plt.title(layer_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
